{
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   "source": [
    "# Compare Death Rate Trajectories\n",
    "> Comparing different countries' death rate trajectories with those of Italy, South Korea, Japan and Lombardy, as well as US states.\n",
    "\n",
    "- comments: false\n",
    "- toc: true\n",
    "- author: Pratap Vardhan, Vlad Stan\n",
    "- categories: [growth, compare, death, interactive]\n",
    "- image: images/covid-compare-country-death-trajectories.png\n",
    "- permalink: /compare-country-death-trajectories/"
   ]
  },
  {
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   "source": [
    "#hide\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt\n",
    "from IPython.display import HTML\n",
    "\n",
    "pd.options.mode.chained_assignment = None  # default='warn'\n",
    "\n",
    "CHART_WIDTH = 600\n",
    "CHART_HEIGHT = 450"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "#hide\n",
    "url = ('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n",
    "df = pd.read_csv(url)\n",
    "# rename countries\n",
    "df['Country/Region'] = df['Country/Region'].replace({'Korea, South': 'South Korea'})\n",
    "df = df[~df['Country/Region'].isin(['Cruise Ship'])]   # Remove Ships\n",
    "df = df[~df['Country/Region'].isin(['Diamond Princess'])]   # Remove Diamond Princess\n",
    "dt_cols = df.columns[~df.columns.isin(['Province/State', 'Country/Region', 'Lat', 'Long'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "outputs": [],
   "source": [
    "#hide\n",
    "url_italy = ('https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-regioni/dpc-covid19-ita-regioni.csv')\n",
    "df_italy = pd.read_csv(url_italy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
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   "source": [
    "#hide\n",
    "dff = (df.groupby('Country/Region')[dt_cols].sum()\n",
    "       .stack().reset_index(name='Confirmed Cases')\n",
    "       .rename(columns={'level_1': 'Date', 'Country/Region': 'Country'}))\n",
    "dff['Date'] = pd.to_datetime(dff['Date'], format='%m/%d/%y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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   "source": [
    "#hide\n",
    "MIN_CASES = 100\n",
    "LAST_DATE = dt_cols[-1]\n",
    "# sometimes last column may be empty, then go backwards\n",
    "for c in dt_cols[::-1]:\n",
    "    if not df[c].fillna(0).eq(0).all():\n",
    "        LAST_DATE = c\n",
    "        break\n",
    "countries = dff[dff['Date'].eq(LAST_DATE) & dff['Confirmed Cases'].ge(MIN_CASES) & \n",
    "        dff['Country'].ne('China')\n",
    "       ].sort_values(by='Confirmed Cases', ascending=False)\n",
    "countries = countries['Country'].values\n",
    "\n",
    "# Make exception to MIN_CASES for Japan\n",
    "countries = np.append(countries, ['Japan'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "#hide\n",
    "SINCE_CASES_NUM = 10\n",
    "COL_X = f'Days since {SINCE_CASES_NUM}th death'\n",
    "dff2 = dff[dff['Country'].isin(countries)].copy()\n",
    "days_since = (dff2.assign(F=dff2['Confirmed Cases'].ge(SINCE_CASES_NUM))\n",
    "              .set_index('Date')\n",
    "              .groupby('Country')['F'].transform('idxmax'))\n",
    "dff2[COL_X] = (dff2['Date'] - days_since.values).dt.days.values\n",
    "dff2 = dff2[dff2[COL_X].ge(0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   "outputs": [],
   "source": [
    "#hide\n",
    "# more regions of Italy can be added alongside Lombardia in the next line of code (ex: 'Emilia Romagna', 'Veneto', etc.)\n",
    "df_reg = df_italy[df_italy['denominazione_regione'].isin(['Lombardia'])]\n",
    "df_reg = df_reg.sort_values(by=['denominazione_regione', 'deceduti'])\n",
    "\n",
    "# Keep only regions that have at least MIN_CASES deaths, and keep data starting from the SINCE_CASES_NUM death\n",
    "regions = df_reg[df_reg['deceduti'].ge(MIN_CASES)]\n",
    "regions = regions['denominazione_regione'].values\n",
    "df_reg2 = df_reg[df_reg['denominazione_regione'].isin(regions)].copy()\n",
    "df_reg2 = df_reg2[df_reg2['deceduti'].ge(SINCE_CASES_NUM)]\n",
    "\n",
    "df_simple = df_reg2[['denominazione_regione','data', 'deceduti']]\n",
    "df_simple.rename(columns={'denominazione_regione':'Country'}, inplace=True)\n",
    "df_simple.rename(columns={'data':'Date'}, inplace=True)\n",
    "df_simple.rename(columns={'deceduti':'Confirmed Cases'}, inplace=True)\n",
    "df_simple['Date'] = pd.to_datetime(df_simple[\"Date\"]).dt.strftime('%Y-%m-%d')\n",
    "df_simple['Date'] = pd.to_datetime(df_simple[\"Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
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     "exception": false,
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     "status": "completed"
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   "source": [
    "#hide\n",
    "df_simple[f'Days since {SINCE_CASES_NUM}th death'] = ''\n",
    "current_region = df_simple.iloc[0]['Country']\n",
    "days = 0\n",
    "for index, row in df_simple.iterrows():\n",
    "  if row['Country'] == current_region:\n",
    "    df_simple[f'Days since {SINCE_CASES_NUM}th death'][index] = days\n",
    "    days += 1\n",
    "  else:\n",
    "    days = 0\n",
    "    current_region = df_simple['Country'][index]\n",
    "    df_simple[f'Days since {SINCE_CASES_NUM}th death'][index] = days\n",
    "    days += 1\n",
    "\n",
    "df_simple[\"Country\"]= df_simple[\"Country\"].replace(\"Lombardia\", \"Lombardy\")\n",
    "\n",
    "dff2 = dff2.append(df_simple) # append Italy data to the rest of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
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   "source": [
    "#hide\n",
    "def get_country_colors(x):\n",
    "    mapping = {\n",
    "        'Italy': 'black',\n",
    "        'Lombardy': '#DC143C',\n",
    "        'Iran': '#A1BA59',\n",
    "        'South Korea': '#C71585',\n",
    "        'Spain': 'green',\n",
    "        'Germany': '#4DC6BD',\n",
    "        'France': 'purple',\n",
    "        'US': '#0059B3',\n",
    "        'Switzerland': '#ff0000',\n",
    "        'Norway': '#C1B7AD',\n",
    "        'United Kingdom': '#2495D3',\n",
    "        'Netherlands': 'orange',\n",
    "        'Sweden': '#FFCD00',\n",
    "        'Belgium': '#6f0000',\n",
    "        'Denmark': '#C60C30',\n",
    "        'Austria': '#ED2939',\n",
    "        'Portugal': '#006600',\n",
    "        'Romania': '#FF4500',\n",
    "        'Indonesia': '#FF6666',\n",
    "        'Canada': '#990000',\n",
    "        'Turkey': '#7499c7',\n",
    "        'Brazil': 'mediumseagreen',\n",
    "        'Japan': '#9467bd'}\n",
    "    return mapping.get(x, '#C1B7AD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
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   "source": [
    "#hide_input\n",
    "baseline_countries = ['Italy', 'South Korea', 'Japan']\n",
    "max_date = dff2['Date'].max()\n",
    "color_domain = list(dff2['Country'].unique())\n",
    "color_range = list(map(get_country_colors, color_domain))\n",
    "\n",
    "def make_since_chart(highlight_countries=[], baseline_countries=baseline_countries):\n",
    "    selection = alt.selection_multi(fields=['Country'], bind='legend', \n",
    "                                    init=[{'Country': x} for x in highlight_countries + baseline_countries])\n",
    "\n",
    "    base = alt.Chart(dff2, width=CHART_WIDTH, height=CHART_HEIGHT).encode(\n",
    "        x=f'{COL_X}:Q',\n",
    "        y=alt.Y('Confirmed Cases:Q', scale=alt.Scale(type='log'), axis=alt.Axis(title='Cumulative Deaths')),\n",
    "        color=alt.Color(\n",
    "            'Country:N',\n",
    "            scale=alt.Scale(domain=color_domain, range=color_range),\n",
    "            legend=alt.Legend(columns=2, symbolLimit=100)),\n",
    "        tooltip=list(dff2),\n",
    "        opacity=alt.condition(selection, alt.value(1), alt.value(0.05))\n",
    "    )\n",
    "    max_day = dff2[COL_X].max()\n",
    "    ref = pd.DataFrame([[x, SINCE_CASES_NUM*1.33**x] for x in range(max_day+1)], columns=[COL_X, 'Confirmed Cases'])\n",
    "    base_ref = alt.Chart(ref).encode(x=f'{COL_X}:Q', y='Confirmed Cases:Q')\n",
    "    return (\n",
    "        base_ref.mark_line(color='black', opacity=.5, strokeDash=[3,3]) +\n",
    "        base_ref.transform_filter(\n",
    "            alt.datum[COL_X] >= max_day\n",
    "        ).mark_text(dy=-6, align='right', fontSize=10, text='33% Daily Growth') +\n",
    "        base.mark_line(point=True).add_selection(selection) + \n",
    "        base.transform_filter(\n",
    "            alt.datum['Date'] >= int(max_date.timestamp() * 1000)\n",
    "        ).mark_text(dy=-8, align='right', fontWeight='bold').encode(text='Country:N')\n",
    "    ).properties(\n",
    "        title=f\"Compare {', '.join(highlight_countries)} death trajectory with {', '.join(baseline_countries)}\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    },
    "tags": []
   },
   "source": [
    "## Learning from Italy, South Korea, Japan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.01231,
     "end_time": "2020-04-10T00:13:39.762558",
     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Italy, South Korea & Japan are three countries which show significantly different total deaths growth rates and evolution over time. \n",
    "\n",
    "**South Korea** and **Japan** have a lower growth rate since thier 10th death. **Italy** has been growing close to 33% until 3 weeks since their 10th death.\n",
    "\n",
    "Where does your country stand today?\n",
    "\n",
    "Click (Shift+ for multiple) on Countries legend to filter the visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:39.800918Z",
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     "duration": 0.030064,
     "end_time": "2020-04-10T00:13:39.805113",
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     "status": "completed"
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<small class=\"float-right\">Last Updated on April, 09 2020</small>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "#hide_input\n",
    "HTML(f'<small class=\"float-right\">Last Updated on {pd.to_datetime(LAST_DATE).strftime(\"%B, %d %Y\")}</small>')"
   ]
  },
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\"Confirmed Cases\": 77, \"Days since 10th death\": 8}, {\"Country\": \"Sweden\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 105, \"Days since 10th death\": 9}, {\"Country\": \"Sweden\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 105, \"Days since 10th death\": 10}, {\"Country\": \"Sweden\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 110, \"Days since 10th death\": 11}, {\"Country\": \"Sweden\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 146, \"Days since 10th death\": 12}, {\"Country\": \"Sweden\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 180, \"Days since 10th death\": 13}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 239, \"Days since 10th death\": 14}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 308, \"Days since 10th death\": 15}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 358, \"Days since 10th death\": 16}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 373, \"Days since 10th death\": 17}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 401, \"Days since 10th death\": 18}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 477, \"Days since 10th death\": 19}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 591, \"Days since 10th death\": 20}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 687, \"Days since 10th death\": 21}, {\"Country\": \"Sweden\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 793, \"Days since 10th death\": 22}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 11, \"Days since 10th death\": 0}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 13, \"Days since 10th death\": 1}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 2}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 3}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 27, \"Days since 10th death\": 4}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 28, \"Days since 10th death\": 5}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 41, \"Days since 10th death\": 6}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 54, \"Days since 10th death\": 7}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 75, \"Days since 10th death\": 8}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 9}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 120, \"Days since 10th death\": 10}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 122, \"Days since 10th death\": 11}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 153, \"Days since 10th death\": 12}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 191, \"Days since 10th death\": 13}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 231, \"Days since 10th death\": 14}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 264, \"Days since 10th death\": 15}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 300, \"Days since 10th death\": 16}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 359, \"Days since 10th death\": 17}, {\"Country\": \"Switzerland\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 433, \"Days since 10th death\": 18}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 488, \"Days since 10th death\": 19}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 536, \"Days since 10th death\": 20}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 591, \"Days since 10th death\": 21}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 666, \"Days since 10th death\": 22}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 715, \"Days since 10th death\": 23}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 765, \"Days since 10th death\": 24}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 821, \"Days since 10th death\": 25}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 895, \"Days since 10th death\": 26}, {\"Country\": \"Switzerland\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 948, \"Days since 10th death\": 27}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 30, \"Days since 10th death\": 0}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 37, \"Days since 10th death\": 1}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 44, \"Days since 10th death\": 2}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 59, \"Days since 10th death\": 3}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 75, \"Days since 10th death\": 4}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 92, \"Days since 10th death\": 5}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 108, \"Days since 10th death\": 6}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 131, \"Days since 10th death\": 7}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 168, \"Days since 10th death\": 8}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 214, \"Days since 10th death\": 9}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 277, \"Days since 10th death\": 10}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 356, \"Days since 10th death\": 11}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 425, \"Days since 10th death\": 12}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 501, \"Days since 10th death\": 13}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 574, \"Days since 10th death\": 14}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 649, \"Days since 10th death\": 15}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 725, \"Days since 10th death\": 16}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 812, \"Days since 10th death\": 17}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 908, \"Days since 10th death\": 18}, {\"Country\": \"US\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 11, \"Days since 10th death\": 0}, {\"Country\": \"US\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 12, \"Days since 10th death\": 1}, {\"Country\": \"US\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 2}, {\"Country\": \"US\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 17, \"Days since 10th death\": 3}, {\"Country\": \"US\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 4}, {\"Country\": \"US\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 22, \"Days since 10th death\": 5}, {\"Country\": \"US\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 28, \"Days since 10th death\": 6}, {\"Country\": \"US\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 36, \"Days since 10th death\": 7}, {\"Country\": \"US\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 40, \"Days since 10th death\": 8}, {\"Country\": \"US\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 47, \"Days since 10th death\": 9}, {\"Country\": \"US\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 54, \"Days since 10th death\": 10}, {\"Country\": \"US\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 63, \"Days since 10th death\": 11}, {\"Country\": \"US\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 85, \"Days since 10th death\": 12}, {\"Country\": \"US\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 108, \"Days since 10th death\": 13}, {\"Country\": \"US\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 118, \"Days since 10th death\": 14}, {\"Country\": \"US\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 200, \"Days since 10th death\": 15}, {\"Country\": \"US\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 244, \"Days since 10th death\": 16}, {\"Country\": \"US\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 307, \"Days since 10th death\": 17}, {\"Country\": \"US\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 417, \"Days since 10th death\": 18}, {\"Country\": \"US\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 557, \"Days since 10th death\": 19}, {\"Country\": \"US\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 706, \"Days since 10th death\": 20}, {\"Country\": \"US\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 942, \"Days since 10th death\": 21}, {\"Country\": \"US\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 1209, \"Days since 10th death\": 22}, {\"Country\": \"US\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 1581, \"Days since 10th death\": 23}, {\"Country\": \"US\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 2026, \"Days since 10th death\": 24}, {\"Country\": \"US\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 2467, \"Days since 10th death\": 25}, {\"Country\": \"US\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 2978, \"Days since 10th death\": 26}, {\"Country\": \"US\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 3873, \"Days since 10th death\": 27}, {\"Country\": \"US\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 4757, \"Days since 10th death\": 28}, {\"Country\": \"US\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 5926, \"Days since 10th death\": 29}, {\"Country\": \"US\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 7087, \"Days since 10th death\": 30}, {\"Country\": \"US\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8407, \"Days since 10th death\": 31}, {\"Country\": \"US\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 9619, \"Days since 10th death\": 32}, {\"Country\": \"US\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 10783, \"Days since 10th death\": 33}, {\"Country\": \"US\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 12722, \"Days since 10th death\": 34}, {\"Country\": \"US\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 14695, \"Days since 10th death\": 35}, {\"Country\": \"US\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 16478, \"Days since 10th death\": 36}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 0}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 1}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 2}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 3}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 72, \"Days since 10th death\": 4}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 138, \"Days since 10th death\": 5}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 178, \"Days since 10th death\": 6}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 234, \"Days since 10th death\": 7}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 282, \"Days since 10th death\": 8}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 336, \"Days since 10th death\": 9}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 423, \"Days since 10th death\": 10}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 466, \"Days since 10th death\": 11}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 580, \"Days since 10th death\": 12}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 761, \"Days since 10th death\": 13}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 1021, \"Days since 10th death\": 14}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 1231, \"Days since 10th death\": 15}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 1411, \"Days since 10th death\": 16}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 1793, \"Days since 10th death\": 17}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 2357, \"Days since 10th death\": 18}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 2926, \"Days since 10th death\": 19}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 3611, \"Days since 10th death\": 20}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 4320, \"Days since 10th death\": 21}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 4943, \"Days since 10th death\": 22}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 5385, \"Days since 10th death\": 23}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 6171, \"Days since 10th death\": 24}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 7111, \"Days since 10th death\": 25}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 7993, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-27T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 0}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-28T00:00:00\", \"Confirmed Cases\": 17, \"Days since 10th death\": 1}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-29T00:00:00\", \"Confirmed Cases\": 23, \"Days since 10th death\": 2}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-01T00:00:00\", \"Confirmed Cases\": 24, \"Days since 10th death\": 3}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-02T00:00:00\", \"Confirmed Cases\": 38, \"Days since 10th death\": 4}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed Cases\": 55, \"Days since 10th death\": 5}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 73, \"Days since 10th death\": 6}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 7}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 135, \"Days since 10th death\": 8}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 154, \"Days since 10th death\": 9}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 267, \"Days since 10th death\": 10}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 333, \"Days since 10th death\": 11}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 468, \"Days since 10th death\": 12}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 617, \"Days since 10th death\": 13}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 744, \"Days since 10th death\": 14}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 890, \"Days since 10th death\": 15}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 966, \"Days since 10th death\": 16}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 1218, \"Days since 10th death\": 17}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 1420, \"Days since 10th death\": 18}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 1640, \"Days since 10th death\": 19}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 1959, \"Days since 10th death\": 20}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 2168, \"Days since 10th death\": 21}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 2549, \"Days since 10th death\": 22}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 3095, \"Days since 10th death\": 23}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 3456, \"Days since 10th death\": 24}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 3776, \"Days since 10th death\": 25}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 4178, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 4474, \"Days since 10th death\": 27}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 4861, \"Days since 10th death\": 28}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 5402, \"Days since 10th death\": 29}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 5944, \"Days since 10th death\": 30}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 6360, \"Days since 10th death\": 31}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart = make_since_chart()\n",
    "chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.012761Z",
     "iopub.status.busy": "2020-04-10T00:13:40.007630Z",
     "iopub.status.idle": "2020-04-10T00:13:40.111676Z",
     "shell.execute_reply": "2020-04-10T00:13:40.112093Z"
    },
    "papermill": {
     "duration": 0.132086,
     "end_time": "2020-04-10T00:13:40.112242",
     "exception": false,
     "start_time": "2020-04-10T00:13:39.980156",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-8ffdd355d6ef42159535ead28297715a\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-8ffdd355d6ef42159535ead28297715a\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-8ffdd355d6ef42159535ead28297715a\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
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       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart2 = make_since_chart(['Spain', 'Germany'])\n",
    "chart2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.158310Z",
     "iopub.status.busy": "2020-04-10T00:13:40.153202Z",
     "iopub.status.idle": "2020-04-10T00:13:40.260145Z",
     "shell.execute_reply": "2020-04-10T00:13:40.260530Z"
    },
    "papermill": {
     "duration": 0.131077,
     "end_time": "2020-04-10T00:13:40.260639",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.129562",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-9f648b93892f422f854af40a0feae018\"></div>\n",
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       "    let outputDiv = document.currentScript.previousElementSibling;\n",
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       "      outputDiv = document.getElementById(\"altair-viz-9f648b93892f422f854af40a0feae018\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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{\"Country\": \"Belgium\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 88, \"Days since 10th death\": 6}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 122, \"Days since 10th death\": 7}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 178, \"Days since 10th death\": 8}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 220, \"Days since 10th death\": 9}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 289, \"Days since 10th death\": 10}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 353, \"Days since 10th death\": 11}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 431, \"Days since 10th death\": 12}, {\"Country\": \"Belgium\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 513, \"Days since 10th death\": 13}, {\"Country\": \"Belgium\", \"Date\": 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\"Days since 10th death\": 4}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed Cases\": 55, \"Days since 10th death\": 5}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 73, \"Days since 10th death\": 6}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 7}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 135, \"Days since 10th death\": 8}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 154, \"Days since 10th death\": 9}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 267, \"Days since 10th death\": 10}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 333, \"Days since 10th death\": 11}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 468, \"Days since 10th death\": 12}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 617, \"Days since 10th death\": 13}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 744, \"Days since 10th death\": 14}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 890, \"Days since 10th death\": 15}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 966, \"Days since 10th death\": 16}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 1218, \"Days since 10th death\": 17}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 1420, \"Days since 10th death\": 18}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 1640, \"Days since 10th death\": 19}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 1959, \"Days since 10th death\": 20}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 2168, \"Days since 10th death\": 21}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 2549, \"Days since 10th death\": 22}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 3095, \"Days since 10th death\": 23}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 3456, \"Days since 10th death\": 24}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 3776, \"Days since 10th death\": 25}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 4178, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 4474, \"Days since 10th death\": 27}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 4861, \"Days since 10th death\": 28}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 5402, \"Days since 10th death\": 29}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 5944, \"Days since 10th death\": 30}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 6360, \"Days since 10th death\": 31}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart2 = make_since_chart(['Lombardy', 'Netherlands', 'US', 'United Kingdom', 'Spain'])\n",
    "chart2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.326104Z",
     "iopub.status.busy": "2020-04-10T00:13:40.321038Z",
     "iopub.status.idle": "2020-04-10T00:13:40.416280Z",
     "shell.execute_reply": "2020-04-10T00:13:40.415827Z"
    },
    "papermill": {
     "duration": 0.137704,
     "end_time": "2020-04-10T00:13:40.416385",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.278681",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
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       "      outputDiv = document.getElementById(\"altair-viz-55a8198b99974fdf8bc4a55f9e1f4d2c\");\n",
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       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
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       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
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       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
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       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "      displayChart(vegaEmbed);\n",
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       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
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\"2020-03-15T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 1}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 2}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 3}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 72, \"Days since 10th death\": 4}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 138, \"Days since 10th death\": 5}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 178, \"Days since 10th death\": 6}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 234, \"Days since 10th death\": 7}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 282, \"Days since 10th death\": 8}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 336, \"Days since 10th death\": 9}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 423, \"Days since 10th death\": 10}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 466, \"Days since 10th death\": 11}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 580, \"Days since 10th death\": 12}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 761, \"Days since 10th death\": 13}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 1021, \"Days since 10th death\": 14}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 1231, \"Days since 10th death\": 15}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 1411, \"Days since 10th death\": 16}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 1793, \"Days since 10th death\": 17}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 2357, \"Days since 10th death\": 18}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 2926, \"Days since 10th death\": 19}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 3611, \"Days since 10th death\": 20}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 4320, \"Days since 10th death\": 21}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 4943, \"Days since 10th death\": 22}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 5385, \"Days since 10th death\": 23}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 6171, \"Days since 10th death\": 24}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 7111, \"Days since 10th death\": 25}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 7993, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-27T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 0}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-28T00:00:00\", \"Confirmed Cases\": 17, \"Days since 10th death\": 1}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-29T00:00:00\", \"Confirmed Cases\": 23, \"Days since 10th death\": 2}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-01T00:00:00\", \"Confirmed Cases\": 24, \"Days since 10th death\": 3}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-02T00:00:00\", \"Confirmed Cases\": 38, \"Days since 10th death\": 4}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed Cases\": 55, \"Days since 10th death\": 5}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 73, \"Days since 10th death\": 6}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 7}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 135, \"Days since 10th death\": 8}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 154, \"Days since 10th death\": 9}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 267, \"Days since 10th death\": 10}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 333, \"Days since 10th death\": 11}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 468, \"Days since 10th death\": 12}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 617, \"Days since 10th death\": 13}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 744, \"Days since 10th death\": 14}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 890, \"Days since 10th death\": 15}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 966, \"Days since 10th death\": 16}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 1218, \"Days since 10th death\": 17}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 1420, \"Days since 10th death\": 18}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 1640, \"Days since 10th death\": 19}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 1959, \"Days since 10th death\": 20}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 2168, \"Days since 10th death\": 21}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 2549, \"Days since 10th death\": 22}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 3095, \"Days since 10th death\": 23}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 3456, \"Days since 10th death\": 24}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 3776, \"Days since 10th death\": 25}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 4178, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 4474, \"Days since 10th death\": 27}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 4861, \"Days since 10th death\": 28}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 5402, \"Days since 10th death\": 29}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 5944, \"Days since 10th death\": 30}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 6360, \"Days since 10th death\": 31}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart3 = make_since_chart(['US', 'France'])\n",
    "chart3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.500176Z",
     "iopub.status.busy": "2020-04-10T00:13:40.469017Z",
     "iopub.status.idle": "2020-04-10T00:13:40.567844Z",
     "shell.execute_reply": "2020-04-10T00:13:40.568285Z"
    },
    "papermill": {
     "duration": 0.132169,
     "end_time": "2020-04-10T00:13:40.568403",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.436234",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-e5280495f30a4cde94381ebfd38a572f\"></div>\n",
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       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-e5280495f30a4cde94381ebfd38a572f\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-e5280495f30a4cde94381ebfd38a572f\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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death\": 5}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 108, \"Days since 10th death\": 6}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 131, \"Days since 10th death\": 7}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 168, \"Days since 10th death\": 8}, {\"Country\": \"Turkey\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 214, \"Days since 10th death\": 9}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 277, \"Days since 10th death\": 10}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 356, \"Days since 10th death\": 11}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 425, \"Days since 10th death\": 12}, {\"Country\": \"Turkey\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 501, \"Days since 10th death\": 13}, {\"Country\": \"Turkey\", \"Date\": 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death\": 3}, {\"Country\": \"US\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 4}, {\"Country\": \"US\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 22, \"Days since 10th death\": 5}, {\"Country\": \"US\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 28, \"Days since 10th death\": 6}, {\"Country\": \"US\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 36, \"Days since 10th death\": 7}, {\"Country\": \"US\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 40, \"Days since 10th death\": 8}, {\"Country\": \"US\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 47, \"Days since 10th death\": 9}, {\"Country\": \"US\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 54, \"Days since 10th death\": 10}, {\"Country\": \"US\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 63, \"Days since 10th death\": 11}, {\"Country\": \"US\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 85, \"Days since 10th death\": 12}, {\"Country\": \"US\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 108, \"Days since 10th death\": 13}, {\"Country\": \"US\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 118, \"Days since 10th death\": 14}, {\"Country\": \"US\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 200, \"Days since 10th death\": 15}, {\"Country\": \"US\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 244, \"Days since 10th death\": 16}, {\"Country\": \"US\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 307, \"Days since 10th death\": 17}, {\"Country\": \"US\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 417, \"Days since 10th death\": 18}, {\"Country\": \"US\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 557, \"Days since 10th death\": 19}, {\"Country\": \"US\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 706, \"Days since 10th death\": 20}, {\"Country\": \"US\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 942, \"Days since 10th death\": 21}, {\"Country\": \"US\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 1209, \"Days since 10th death\": 22}, {\"Country\": \"US\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 1581, \"Days since 10th death\": 23}, {\"Country\": \"US\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 2026, \"Days since 10th death\": 24}, {\"Country\": \"US\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 2467, \"Days since 10th death\": 25}, {\"Country\": \"US\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 2978, \"Days since 10th death\": 26}, {\"Country\": \"US\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 3873, \"Days since 10th death\": 27}, {\"Country\": \"US\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 4757, \"Days since 10th death\": 28}, {\"Country\": \"US\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 5926, \"Days since 10th death\": 29}, {\"Country\": \"US\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 7087, \"Days since 10th death\": 30}, {\"Country\": \"US\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8407, \"Days since 10th death\": 31}, {\"Country\": \"US\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 9619, \"Days since 10th death\": 32}, {\"Country\": \"US\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 10783, \"Days since 10th death\": 33}, {\"Country\": \"US\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 12722, \"Days since 10th death\": 34}, {\"Country\": \"US\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 14695, \"Days since 10th death\": 35}, {\"Country\": \"US\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 16478, \"Days since 10th death\": 36}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 0}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 1}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 2}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 3}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 72, \"Days since 10th death\": 4}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 138, \"Days since 10th death\": 5}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 178, \"Days since 10th death\": 6}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 234, \"Days since 10th death\": 7}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 282, \"Days since 10th death\": 8}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 336, \"Days since 10th death\": 9}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 423, \"Days since 10th death\": 10}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 466, \"Days since 10th death\": 11}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 580, \"Days since 10th death\": 12}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 761, \"Days since 10th death\": 13}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 1021, \"Days since 10th death\": 14}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 1231, \"Days since 10th death\": 15}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 1411, \"Days since 10th death\": 16}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 1793, \"Days since 10th death\": 17}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 2357, \"Days since 10th death\": 18}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 2926, \"Days since 10th death\": 19}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 3611, \"Days since 10th death\": 20}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 4320, \"Days since 10th death\": 21}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 4943, \"Days since 10th death\": 22}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 5385, \"Days since 10th death\": 23}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 6171, \"Days since 10th death\": 24}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 7111, \"Days since 10th death\": 25}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 7993, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-27T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 0}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-28T00:00:00\", \"Confirmed Cases\": 17, \"Days since 10th death\": 1}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-29T00:00:00\", \"Confirmed Cases\": 23, \"Days since 10th death\": 2}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-01T00:00:00\", \"Confirmed Cases\": 24, \"Days since 10th death\": 3}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-02T00:00:00\", \"Confirmed Cases\": 38, \"Days since 10th death\": 4}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed Cases\": 55, \"Days since 10th death\": 5}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 73, \"Days since 10th death\": 6}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 7}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 135, \"Days since 10th death\": 8}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 154, \"Days since 10th death\": 9}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 267, \"Days since 10th death\": 10}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 333, \"Days since 10th death\": 11}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 468, \"Days since 10th death\": 12}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 617, \"Days since 10th death\": 13}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 744, \"Days since 10th death\": 14}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 890, \"Days since 10th death\": 15}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 966, \"Days since 10th death\": 16}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 1218, \"Days since 10th death\": 17}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 1420, \"Days since 10th death\": 18}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 1640, \"Days since 10th death\": 19}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 1959, \"Days since 10th death\": 20}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 2168, \"Days since 10th death\": 21}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 2549, \"Days since 10th death\": 22}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 3095, \"Days since 10th death\": 23}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 3456, \"Days since 10th death\": 24}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 3776, \"Days since 10th death\": 25}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 4178, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 4474, \"Days since 10th death\": 27}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 4861, \"Days since 10th death\": 28}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 5402, \"Days since 10th death\": 29}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 5944, \"Days since 10th death\": 30}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 6360, \"Days since 10th death\": 31}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart4 = make_since_chart(['Germany', 'United Kingdom'])\n",
    "chart4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022006,
     "end_time": "2020-04-10T00:13:40.612225",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.590219",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Select a country from the drop down list below to toggle  the visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.665632Z",
     "iopub.status.busy": "2020-04-10T00:13:40.665071Z",
     "iopub.status.idle": "2020-04-10T00:13:40.860357Z",
     "shell.execute_reply": "2020-04-10T00:13:40.860798Z"
    },
    "papermill": {
     "duration": 0.226638,
     "end_time": "2020-04-10T00:13:40.860918",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.634280",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-587186575bb1472bbb27b108e4592d1f\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-587186575bb1472bbb27b108e4592d1f\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-587186575bb1472bbb27b108e4592d1f\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"line\", \"color\": \"black\", \"opacity\": 0.5, \"strokeDash\": [3, 3]}, \"encoding\": {\"x\": {\"type\": \"quantitative\", \"field\": \"Days since 10th death\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Confirmed Cases\"}}, \"selection\": {\"Select\": {\"type\": \"single\", \"fields\": [\"Country\"], \"bind\": {\"input\": \"select\", \"options\": [\"Algeria\", \"Austria\", \"Belgium\", \"Brazil\", \"Canada\", \"Czechia\", \"Denmark\", \"Dominican Republic\", \"Ecuador\", \"Egypt\", \"France\", \"Germany\", \"India\", \"Indonesia\", \"Iran\", \"Ireland\", \"Mexico\", \"Netherlands\", \"Norway\", \"Peru\", \"Philippines\", \"Poland\", \"Portugal\", \"Romania\", \"Spain\", \"Sweden\", \"Switzerland\", \"Turkey\", \"US\", \"United Kingdom\"]}, \"init\": {\"Country\": \"US\"}}}}, {\"mark\": {\"type\": \"text\", \"align\": \"right\", \"dy\": -6, 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\"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "base = alt.Chart(dff2, width=CHART_WIDTH, height=CHART_HEIGHT).encode(\n",
    "    x=f'{COL_X}:Q',\n",
    "    y=alt.Y('Confirmed Cases:Q', scale=alt.Scale(type='log'), axis=alt.Axis(title='Cumulative Deaths')),\n",
    "    color=alt.Color('Country:N', scale=alt.Scale(domain=color_domain, range=color_range), legend=None),\n",
    "    tooltip=['Country', 'Date', 'Confirmed Cases', COL_X]\n",
    ")\n",
    "\n",
    "country_selection = alt.selection_single(\n",
    "    name='Select', fields=['Country'], \n",
    "    bind=alt.binding_select(options=list(sorted(set(countries) - set(baseline_countries)))),\n",
    "    init={'Country': 'US'})\n",
    "\n",
    "date_filter = alt.datum['Date'] >= int(max_date.timestamp() * 1000)\n",
    "base2 = base.transform_filter(alt.FieldOneOfPredicate('Country', baseline_countries))\n",
    "base3 = base.transform_filter(country_selection)\n",
    "base4 = base3.transform_filter(date_filter)\n",
    "\n",
    "max_day = dff2[COL_X].max()\n",
    "ref = pd.DataFrame([[x, SINCE_CASES_NUM*1.33**x] for x in range(max_day+1)], columns=[COL_X, 'Confirmed Cases'])\n",
    "base_ref = alt.Chart(ref).encode(x=f'{COL_X}:Q', y='Confirmed Cases:Q')\n",
    "base_ref_f = base_ref.transform_filter(alt.datum[COL_X] >= max_day)\n",
    "\n",
    "chart5 = (\n",
    " base_ref.mark_line(color='black', opacity=.5, strokeDash=[3,3]) + \n",
    " base_ref_f.mark_text(dy=-6, align='right', fontSize=10, text='33% Daily Growth') + \n",
    " base2.mark_line(point=True, tooltip=True) +\n",
    " base3.mark_line(point={'size':50}, tooltip=True) +\n",
    " base2.transform_filter(date_filter).mark_text(dy=-8, align='right').encode(text='Country:N') +\n",
    " base4.mark_text(dx=8, align='left', fontWeight='bold').encode(text='Country:N') +\n",
    " base4.mark_text(dx=8, dy=12, align='left', fontWeight='bold').encode(text='Confirmed Cases:Q')\n",
    ").add_selection(country_selection).properties(\n",
    "    title=f\"Country's death trajectory compared to {', '.join(baseline_countries)}\"\n",
    ")\n",
    "chart5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.0256,
     "end_time": "2020-04-10T00:13:40.912086",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.886486",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Learning From Lombardy, Italy\n",
    "\n",
    "Lombardy, a region of Italy with a population of only 10 million people, has reached over 8,000 deaths due to Covid-19. At its highest daily death toll, Lombardy had 546 deaths in one day. This shows that the virus has a high mortality rate even on a small demographic scale, likely due to overwhelmed healthcare services.\n",
    "\n",
    "Where does your country stand in comparison to Lombardy?  \n",
    "\n",
    "Click (Shift+ for multiple) on Countries legend to filter the visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:40.974254Z",
     "iopub.status.busy": "2020-04-10T00:13:40.969751Z",
     "iopub.status.idle": "2020-04-10T00:13:41.076009Z",
     "shell.execute_reply": "2020-04-10T00:13:41.076451Z"
    },
    "papermill": {
     "duration": 0.13954,
     "end_time": "2020-04-10T00:13:41.076573",
     "exception": false,
     "start_time": "2020-04-10T00:13:40.937033",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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{\"Country\": \"US\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 706, \"Days since 10th death\": 20}, {\"Country\": \"US\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 942, \"Days since 10th death\": 21}, {\"Country\": \"US\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 1209, \"Days since 10th death\": 22}, {\"Country\": \"US\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 1581, \"Days since 10th death\": 23}, {\"Country\": \"US\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 2026, \"Days since 10th death\": 24}, {\"Country\": \"US\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 2467, \"Days since 10th death\": 25}, {\"Country\": \"US\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 2978, \"Days since 10th death\": 26}, {\"Country\": \"US\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 3873, \"Days since 10th death\": 27}, {\"Country\": \"US\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 4757, \"Days since 10th death\": 28}, {\"Country\": \"US\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 5926, \"Days since 10th death\": 29}, {\"Country\": \"US\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 7087, \"Days since 10th death\": 30}, {\"Country\": \"US\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8407, \"Days since 10th death\": 31}, {\"Country\": \"US\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 9619, \"Days since 10th death\": 32}, {\"Country\": \"US\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 10783, \"Days since 10th death\": 33}, {\"Country\": \"US\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 12722, \"Days since 10th death\": 34}, {\"Country\": \"US\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 14695, \"Days since 10th death\": 35}, {\"Country\": \"US\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 16478, \"Days since 10th death\": 36}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 0}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 21, \"Days since 10th death\": 1}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 2}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 56, \"Days since 10th death\": 3}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 72, \"Days since 10th death\": 4}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 138, \"Days since 10th death\": 5}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 178, \"Days since 10th death\": 6}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 234, \"Days since 10th death\": 7}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 282, \"Days since 10th death\": 8}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 336, \"Days since 10th death\": 9}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 423, \"Days since 10th death\": 10}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 466, \"Days since 10th death\": 11}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 580, \"Days since 10th death\": 12}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 761, \"Days since 10th death\": 13}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 1021, \"Days since 10th death\": 14}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 1231, \"Days since 10th death\": 15}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 1411, \"Days since 10th death\": 16}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 1793, \"Days since 10th death\": 17}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 2357, \"Days since 10th death\": 18}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 2926, \"Days since 10th death\": 19}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 3611, \"Days since 10th death\": 20}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 4320, \"Days since 10th death\": 21}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 4943, \"Days since 10th death\": 22}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 5385, \"Days since 10th death\": 23}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 6171, \"Days since 10th death\": 24}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 7111, \"Days since 10th death\": 25}, {\"Country\": \"United Kingdom\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 7993, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-27T00:00:00\", \"Confirmed Cases\": 14, \"Days since 10th death\": 0}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-28T00:00:00\", \"Confirmed Cases\": 17, \"Days since 10th death\": 1}, {\"Country\": \"Lombardy\", \"Date\": \"2020-02-29T00:00:00\", \"Confirmed Cases\": 23, \"Days since 10th death\": 2}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-01T00:00:00\", \"Confirmed Cases\": 24, \"Days since 10th death\": 3}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-02T00:00:00\", \"Confirmed Cases\": 38, \"Days since 10th death\": 4}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-03T00:00:00\", \"Confirmed Cases\": 55, \"Days since 10th death\": 5}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-04T00:00:00\", \"Confirmed Cases\": 73, \"Days since 10th death\": 6}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-05T00:00:00\", \"Confirmed Cases\": 98, \"Days since 10th death\": 7}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-06T00:00:00\", \"Confirmed Cases\": 135, \"Days since 10th death\": 8}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-07T00:00:00\", \"Confirmed Cases\": 154, \"Days since 10th death\": 9}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-08T00:00:00\", \"Confirmed Cases\": 267, \"Days since 10th death\": 10}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-09T00:00:00\", \"Confirmed Cases\": 333, \"Days since 10th death\": 11}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-10T00:00:00\", \"Confirmed Cases\": 468, \"Days since 10th death\": 12}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-11T00:00:00\", \"Confirmed Cases\": 617, \"Days since 10th death\": 13}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-12T00:00:00\", \"Confirmed Cases\": 744, \"Days since 10th death\": 14}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-13T00:00:00\", \"Confirmed Cases\": 890, \"Days since 10th death\": 15}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-14T00:00:00\", \"Confirmed Cases\": 966, \"Days since 10th death\": 16}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-15T00:00:00\", \"Confirmed Cases\": 1218, \"Days since 10th death\": 17}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-16T00:00:00\", \"Confirmed Cases\": 1420, \"Days since 10th death\": 18}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-17T00:00:00\", \"Confirmed Cases\": 1640, \"Days since 10th death\": 19}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-18T00:00:00\", \"Confirmed Cases\": 1959, \"Days since 10th death\": 20}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-19T00:00:00\", \"Confirmed Cases\": 2168, \"Days since 10th death\": 21}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-20T00:00:00\", \"Confirmed Cases\": 2549, \"Days since 10th death\": 22}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-21T00:00:00\", \"Confirmed Cases\": 3095, \"Days since 10th death\": 23}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-22T00:00:00\", \"Confirmed Cases\": 3456, \"Days since 10th death\": 24}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-23T00:00:00\", \"Confirmed Cases\": 3776, \"Days since 10th death\": 25}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-24T00:00:00\", \"Confirmed Cases\": 4178, \"Days since 10th death\": 26}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-25T00:00:00\", \"Confirmed Cases\": 4474, \"Days since 10th death\": 27}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-26T00:00:00\", \"Confirmed Cases\": 4861, \"Days since 10th death\": 28}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-27T00:00:00\", \"Confirmed Cases\": 5402, \"Days since 10th death\": 29}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-28T00:00:00\", \"Confirmed Cases\": 5944, \"Days since 10th death\": 30}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-29T00:00:00\", \"Confirmed Cases\": 6360, \"Days since 10th death\": 31}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-30T00:00:00\", \"Confirmed Cases\": 6818, \"Days since 10th death\": 32}, {\"Country\": \"Lombardy\", \"Date\": \"2020-03-31T00:00:00\", \"Confirmed Cases\": 7199, \"Days since 10th death\": 33}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-01T00:00:00\", \"Confirmed Cases\": 7593, \"Days since 10th death\": 34}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-02T00:00:00\", \"Confirmed Cases\": 7960, \"Days since 10th death\": 35}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-03T00:00:00\", \"Confirmed Cases\": 8311, \"Days since 10th death\": 36}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-04T00:00:00\", \"Confirmed Cases\": 8656, \"Days since 10th death\": 37}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-05T00:00:00\", \"Confirmed Cases\": 8905, \"Days since 10th death\": 38}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-06T00:00:00\", \"Confirmed Cases\": 9202, \"Days since 10th death\": 39}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-07T00:00:00\", \"Confirmed Cases\": 9484, \"Days since 10th death\": 40}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-08T00:00:00\", \"Confirmed Cases\": 9722, \"Days since 10th death\": 41}, {\"Country\": \"Lombardy\", \"Date\": \"2020-04-09T00:00:00\", \"Confirmed Cases\": 10022, \"Days since 10th death\": 42}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "chart5 = make_since_chart(['United Kingdom', 'US', 'Spain', 'Netherlands', 'France', 'South Korea'], ['Lombardy'])\n",
    "chart5"
   ]
  },
  {
   "cell_type": "markdown",
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     "duration": 0.026357,
     "end_time": "2020-04-10T00:13:41.130233",
     "exception": false,
     "start_time": "2020-04-10T00:13:41.103876",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Visualizations are created by [Pratap Vardhan](https://twitter.com/PratapVardhan)[^1]\n",
    "\n",
    "Lombardy comparison chart by [Vlad Stan](https://twitter.com/vladpke). \n",
    "\n",
    "[^1]: Source: [\"2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSE\"](https://systems.jhu.edu/research/public-health/ncov/) [GitHub repository](https://github.com/CSSEGISandData/COVID-19). Link to [original notebook](https://github.com/pratapvardhan/notebooks/blob/master/covid19/covid19-compare-country-death-trajectories.ipynb).\n",
    "\n",
    "[^2]: Source: [\"Dati COVID-19 Italia\"](http://www.salute.gov.it/portale/home.html) [GitHub repository](https://github.com/pcm-dpc/COVID-19)."
   ]
  },
  {
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   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": 0.027227,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
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